🚀 New Business Dashboard From sales to customer-level insights in one flow. Track KPIs, explore growth trends, analyze regions, and drill into customer profiles. Built for clean UI actionable business decisions. #Tableau #DataViz #BusinessIntelligence #CustomerAnalysis

CTOs: An endangered species in startup land? bit.ly/3zNv54E #AI #Innovation #startups #entrepreneurship #startupecosystem #startup #customeranalysis #CTO cc: @EstelaMandela @CurieuxExplorer @enilev @mikeflache

CTOs: An endangered species in startup land? bit.ly/3zNv54E #AI #Innovation #startups #entrepreneurship #startupecosystem #startup #customeranalysis #CTO cc: @EstelaMandela @CurieuxExplorer @enilev @mikeflache

I developed customer behavior analysis in python where I used pandas for data cleaning, pre-processing, transformation, EDA and for in-depth analysis while plotly for data visualization. I used jupyter notebook for this project. Check it here: ujjwal01.com/index.php/custo… 𝗤𝘂𝗮𝗻𝘁𝗶𝗳𝗶𝗮𝗯𝗹𝗲 𝗿𝗲𝘀𝘂𝗹𝘁𝘀 𝗳𝗼𝗿 𝘁𝗵𝗲 𝘀𝗰𝗿𝗶𝗽𝘁𝘀 𝗶𝗻𝗰𝗹𝘂𝗱𝗲: • Data Accuracy: Improves data accuracy by 99% through consistent imputation and mapping. • Efficiency: Reduces data preprocessing time by 30% with automated cleaning and transformations. • Consistency: Increases data consistency by 95% via uniform formatting (e.g., casing). • Outlier Detection: Identifies 100% of outliers using automated box plots. • Insight Generation: Speeds up insight generation by 50% with automated EDA and visualizations along with in-depth analyses. 𝗦𝗼𝗺𝗲 𝗾𝘂𝗮𝗻𝘁𝗶𝗳𝗶𝗮𝗯𝗹𝗲 𝗿𝗲𝘀𝘂𝗹𝘁𝘀 𝗼𝗳 𝘁𝗵𝗲 𝗘𝗗𝗔 𝗮𝗻𝗱 𝗶𝗻-𝗱𝗲𝗽𝘁𝗵 𝗮𝗻𝗮𝗹𝘆𝘀𝗲𝘀 𝗶𝗻𝗰𝗹𝘂𝗱𝗲: • Average Spend by male is 986.93 and for female is 703.83 • 33.14% customers are unsatisfied. • Average Spend of gold members is 1311.14 USD and for bronze members, it is 473.39 • The average spend is dependent according to rating. • San Francisco has maximum average rating 4.81 and maximum items sold 1,160 while Houston has minimum average rating 3.19 and items sold 439. • Gold members have best average rating 4.68 and spend per item 74.5 USD while both are least for bronze members, average rating 3.32, spend per item 55.69 USD. • San Francisco has best spend by unit rating – 303.49 USD while it is least for Houston – 140.09 USD. • San Francisco has maximum young customers – 57 while Los Angeles and Houston have maximum middle customers. • Middle aged female customers purchase maximum products that is 124 while young male are at second position with 91 and it is least for senior females. • Satisfied Young customers are spending the most with average spend of 1376.9 USD, while it is least for Unsatisfied senior customers with average spend of 507.95 USD. #Python #Pandas #dataanalysisscript #dataanalysisautomation #analysisautomation #customeranalysis #dataanalysis #customerbehavioranalysis #datamanipulation #datacleaning #datapreprocessing #datatransformation #EDA #actionableinsight #dataanalyst #businessanalyst #dataanalytics #businessanalytics #datavisualization #BI #businessanalysis #dataanalysis #US #UK #USStartups #UKStartups

CTOs: An endangered species in startup land? bit.ly/3zNv54E #AI #Innovation #startups #entrepreneurship #startupecosystem #startup #customeranalysis #CTO cc: @EstelaMandela @CurieuxExplorer @enilev @mikeflache

I'm excited to share that I've just completed an insightful project focused on customer behavior data analysis! #DataAnalysis #CustomerAnalysis

CTOs: An endangered species in startup land? bit.ly/3zNv54E #AI #Innovation #startups #entrepreneurship #startupecosystem #startup #customeranalysis #CTO cc: @EstelaMandela @CurieuxExplorer @enilev @mikeflache

Read our #MindspotBlog & dive deeper into #marketingresearch! Understand your market & make better decisions, increased sales, profits, & happy customers. Size up your market with #MarketAnalysis. #CustomerAnalysis #ProductResearch mindspotresearch.com/blog/ma…

Unlock the secrets of tailored #content! Explore #strategies for understanding #audience needs, crafting personalised #ContentMarketing, and boosting engagement in our #CustomerAnalysis guide. Ready to transform your approach? Reach out for a chat. #CustomerInsights

Prior to attracting your customers, conduct a customer analysis for better marketing strategies. Follow these 3 simple steps and bring success today!! #CustomerAnalysis #marketresearch #booklaunch #bookstagram #author #newbook #books #authorsofinstagram #book #bookrelease

Over 15 #SMEs in #Harar: being part of facilitators to help in the areas of #businessanalyst #customeranalysis #targetmarketing #marketingplanning #Pitching #SWOT #competitoranalysis #humanresourcesmanagement #valuechaintechpartner #BDSconsultant #handsontraining

Discover the transformative potential of Market Research and insights. Your business's compass for success! Learn more: mediavalueworks.com/navigati… #MarketResearch #BusinessInsights #DataDriven #CustomerAnalysis #IndustryTrends #SuccessStrategies #MediaValueWorks

1. Market Research 2. Analyze Existing Customers 3. Competitor Analysis 4. Social Media Insights 5. Test and Refine #TargetAudience #MarketResearch #DigitalMarketing #AudienceEngagement #CustomerAnalysis #SocialMediaInsights #ConsumerBehavior #BuyerPersona #CustomerS

Here is my interactive #customeranalysis dashboard using Tableau. @Adewaleanalyst I'm in for review and critics. #Data #DataAnalytics #DataVisualization

How to Write a Business Plan for a Trucking Company #businessplan #trucking #investors #companyanalysis #technology #business #customeranalysis #managementstrategies #marketingplan #logistics #CargoShipping @TycoonStoryCo @tycoonstory2020 @carton_cloud tycoonstory.com/how-to-write…

Target Audience Analysis for Your Instagram Business Page 🚀 👩‍💻 For IG and Business Growth tips, Follow me @socialwithwems #targetaudience #audienceanalysis #marketingresearch #marketresearch #consumerbehavior #customeranalysis #marketingstrategy #socialmediamarketing

What is your customer's journey telling you? Learn everything there's to know about Customer Analytics Software. bit.ly/3LkS5tp #CustomerAnalytics #CustomerAnalyticsSolutions #CustomerAnalyticsSoftware #CustomerAnalyticsTools #Customerintelligence #CustomerAnalysis

Customer Behavior: Your first analytical query: ai.plainenglish.io/lesson-3-… #CustomerAnalytics #CustomerAnalysis #Python #Eda

Customer Behavior: Your first analytical query: ai.plainenglish.io/lesson-3-… #CustomerAnalytics #CustomerAnalysis #Python #Eda

So, we ask you today, have you identified your customers? Do you know who or where they are? Tell us in the comments 👇🏾 #iVENDigital #idealcustomer #customeranalysis #digitalmarketingtips